MétaCan
Menu
Back to cohort
Record W4402438868 · doi:10.11159/mmme24.110

Thermal Deformation Behavior and Constitutive Model Of Hot Isostatically Pressed Superalloy FGH4096

2024· article· en· W4402438868 on OpenAlexvenueno aff
Jianxiao Liu, Chao Jiang, Yuewen Zhai, Leyu Zhou, Zibo Zhang

Bibliographic record

VenueProceedings of the World Congress on Mechanical, Chemical, and Material Engineering · 2024
Typearticle
Languageen
FieldEngineering
TopicMetallurgy and Material Forming
Canadian institutionsnot available
Fundersnot available
KeywordsMaterials scienceSuperalloyConstitutive equationDeformation (meteorology)Composite materialThermalMetallurgyFinite element methodMicrostructureThermodynamicsStructural engineeringEngineering

Abstract

fetched live from OpenAlex

The thermal deformation behavior of hot isostatically pressed superalloy FGH4096 was investigated by hot compression tests in the range of deformation with 60%, the temperature of 1020~1140C, and a strain rate of 0.001~1s -1 .The stress-strain curves under different deformation conditions were plotted using Origin software, and the relationship between the rheological stress curves and the deformation temperature and strain rate was analyzed.Based on the Arrhenius equation and the Zener-Hollomon parametric model, the high-temperature rheological stress constitutive equation model of HIP-FGH4096 alloy was established, and the heat deformation activation energy was calculated to be 907.348kJ mol -1 .The Arrhenius-type constitutive equation could predict the flow stress behavior of FGH4096 alloy, the value of the correlation coefficient is 0.98 when the average absolute relative error is 9.21%.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.129
Threshold uncertainty score0.668

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.008
GPT teacher head0.198
Teacher spread0.190 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueProceedings of the World Congress on Mechanical, Chemical, and Material EngineeringSame topicMetallurgy and Material FormingFrench-language works237,207